Prompt Engineering
Preserve Context Across Chunks — the Continuity Contract

Chunks without continuity rules are read as separate documents. The continuity contract — numbering, wait rules, acknowledgements, completion — keeps N parts one document.
Overview

The silent failure of multi-part delivery is disconnection: the model treats each paste as a fresh document, summarizes part two as if part one never existed, and answers before part three arrives. The continuity contract is the fix, and this resource is its anatomy: every chunk numbered "i of N" with the rule that parts form ONE continuous document; wait instructions that forbid early responses; per-chunk acknowledgements ("Received chunk i of N") that catch lost parts; an explicit completion announcement; and continuation notes when a code block crosses a boundary. This setup loads a transcript in AI Reading Mode — the contract at full strictness.
Workflow

Number everything
"Chunk i of N" on every part — the model always knows where it is and what remains.
Handshake every part
The acknowledgement reply confirms receipt; a missing handshake reveals a lost chunk immediately.
Announce completion explicitly
The final chunk declares delivery done — the only signal that legitimately starts the response.
Why This Works

Explicit numbering replaces the model's guess about document boundaries
Handshakes convert silent loss into visible absence
A single completion signal ends the answered-too-early failure class
Best for

Anyone whose chunked content gets treated as separate documents
High-stakes deliveries where a lost part is expensive
Learning the delivery contract, not just using it
Not for

Carrying context to a NEW conversation — continuity here is within one conversation; across sessions is the Context Handoff Builder
Single-message content — the contract only earns its overhead across parts
Use cases

Stopping per-chunk answers and summaries
Catching a lost chunk before it corrupts the result
Understanding what each continuity marker does
Customize This Resource

Opens this scenario in Long Prompt Splitter. Split to get the full chunked package — then adjust the chunk size and delivery mode.
Open in Long Prompt Splitter
Prompt Template

CHUNKED CONTEXT PACKAGE

DELIVERY INSTRUCTIONS
- Send each chunk below as ONE message, in order, starting with Chunk 1.
- Wait for the model's acknowledgement ("Received chunk i of 2") before sending the next chunk.
- Do not edit the chunk contents — the markers and the content are designed to travel together.

CHUNK STRATEGY
- Content: 21,998 characters, ~5,000–6,111 tokens (Prose).
- Target model: GPT-5 (400,000-token window; verified June 2026).
- Chunk budget: ~4,000 tokens (14,400 characters max per chunk) → 2 chunks.
- Delivery mode: AI Reading Mode — Strict reading mode — the model is told to wait for every part and is forbidden from early analysis.
- Boundary quality: 0 section breaks, 1 paragraph break, 0 line-level breaks, 0 hard cuts.

===== CHUNK 1 of 2 =====
- This content arrives in 2 parts. The parts form ONE continuous document, in order.
- Do NOT respond, summarize, or analyze yet — not after this part, and not after any part except the final one.
- Wait until the final part explicitly announces that all chunks are delivered.
- After reading, reply ONLY: "Received chunk 1 of 2." Then wait for the next chunk.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.


----- END OF CHUNK 1 of 2 — do not respond yet; chunk 2 follows -----

===== CHUNK 2 of 2 =====
- Chunk 2 of 2 — part of the same continuous content. The earlier rules still apply.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

[14:02] Lena: The renewal numbers split sharply by cohort — accounts onboarded with a partner renew eleven points lower, and exit interviews keep naming expectation mismatches set during the sales handoff.
[14:04] Marco: Then the fix is upstream of the product. If we rewrite the partner enablement deck and gate certification on it, the mismatch should close within two quarters.
[14:06] Aiyana: Agreed, but we should still ship the in-app expectations checklist — it protects direct accounts too, and it gives us a measurable baseline either way.

===== ALL 2 CHUNKS DELIVERED =====
- All 2 chunks are delivered — the waiting rule ends now.
- Respond using the COMPLETE content across all chunks; do not answer from the final chunk alone.

TASK
[Describe what the AI should do with the full content]

NOTE
- Chunk budgets use character-based token estimates, not tokenizer output; model windows verified June 2026.
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